Download PDFMarkdown Version
ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Native V8 with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Convert raw neural network logits into flawless, numerically stable probability distributions instantly.

Included with plan

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

Waiting for input…

Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

Complete set · 1 capability

The complete Native V8 capability set.

These are the exact actions your AI can choose when you ask it to work with Native V8.

Capability set01 / 01

01

1 capability in this set.

Part of 1 available through Native V8.

  1. 01

    Calculate activation

    Converts raw neural network logits into probabilities using Sigmoid or Softmax

Observed, not estimated

820ms average. Fast in production.

Native V8 is checked daily against the live service.

Daily averagePeak 944ms
Aug 20Today
Fastest day
647ms
Slowest day
944ms
14-day trend
Slowing+11%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 1 capability arrives ready to run.

Preview access · not provider authentication

The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Native V8, so you can see the experience inside your AI.

It does not authenticate your account with Native V8. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Native V8 Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_BUlb2YAxwPkiRp2tGvpRUWj4YZmyxnkXPZ9VQ83e/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Native V8 capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "sigmoid-softmax-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_BUlb2YAxwPkiRp2tGvpRUWj4YZmyxnkXPZ9VQ83e/mcp"
    }
  }
}
  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Step-by-step instructions for each client are in the guide. How to connect

FAQ

Questions Native V8 owners ask.

  • 01

    Why is native Softmax calculation necessary?

    Softmax involves exponential division. Relying on an LLM for these complex floats guarantees severe hallucination and ruined accuracy scores.

  • 02

    When should I use Sigmoid instead of Softmax?

    Deploy Softmax for exclusive multi-class problems (array sums to 1.0). Use Sigmoid when handling isolated binary or independent multi-label scenarios.

  • 03

    Does it prevent Infinity/NaN math overflow?

    Yes. By automatically subtracting the maximum logit threshold prior to computing the exponentials, it guarantees total numerical stability.

Explore

More in Developer Tools

Suggestions